Relationship between input range and channel means, standard deviations for CNNs
Standardization of the pixel values would bring it mean close to 0 and standard deviation as 1.
Normalization will squeeze the values between 0 and 1.
For RGB images, divide each channel i.e each pixel value by 255.
For reference regarding Standardization see here and for normalization see here.